• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

动态bTMB联合残留ctDNA可改善局部晚期非小细胞肺癌患者放化疗及巩固免疫治疗后的生存预测。

Dynamic bTMB combined with residual ctDNA improves survival prediction in locally advanced NSCLC patients with chemoradiotherapy and consolidation immunotherapy.

作者信息

Wang Yu, Wang Wenqing, Zhang Tao, Yang Yin, Wang Jianyang, Li Canjun, Xu Xin, Wu Yuqi, Jiang Ying, Duan Jinghao, Wang Luhua, Bi Nan

机构信息

Department of Radiation Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.

Department of Radiation Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, China.

出版信息

J Natl Cancer Cent. 2024 Apr 10;4(2):177-187. doi: 10.1016/j.jncc.2024.01.008. eCollection 2024 Jun.

DOI:10.1016/j.jncc.2024.01.008
PMID:39282582
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11390629/
Abstract

BACKGROUND

Liquid biopsy-based biomarkers, including circulating tumor DNA (ctDNA) and blood tumor mutational burden (bTMB), are recognized as promising predictors of prognoses and responses to immune checkpoint inhibitors (ICIs), despite insufficient sensitivity of single biomarker detection. This research aims to determine whether the combinatorial utility of longitudinal ctDNA with bTMB analysis could improve the prognostic and predictive effects.

METHODS

This prospective two-center cohort trial, consisting of discovery and validation datasets, enrolled unresectable locally advanced non-small-cell lung cancer (LA-NSCLC) patients and assigned them to chemoradiotherapy (CRT) or CRT + consolidation ICI cohorts from 2018 to 2022. Blood specimens were collected pretreatment, 4 weeks post-CRT, and at progression to assess bTMB and ctDNA using 486-gene next-generation sequencing. Dynamic ∆bTMB was calculated as post-CRT bTMB minus baseline bTMB levels. Decision curve analyses were performed to calculate Concordance index (C-index).

RESULTS

One hundred twenty-eight patients were enrolled. In the discovery dataset ( = 73), patients treated with CRT and consolidation ICI had significantly longer overall survival (OS; median not reached [NR] vs 20.2 months; < 0.001) and progression-free survival (PFS; median 25.2 vs 11.4 months; = 0.011) than those without ICI. Longitudinal analysis demonstrated a significant decrease in ctDNA abundance post-CRT ( < 0.001) but a relative increase with disease progression. Post-CRT detectable residual ctDNA correlated with significantly shorter OS (median 18.3 months vs NR; = 0.001) and PFS (median 7.3 vs 25.2 months; < 0.001). For patients with residual ctDNA, consolidation ICI brought significantly greater OS (median NR vs 14.8 months; = 0.005) and PFS (median 13.8 vs 6.2 months; = 0.028) benefit, but no significant difference for patients with ctDNA clearance. Dynamic ∆bTMB was predictive of prognosis. Patients with residual ctDNA and increased ∆bTMB (∆bTMB > 0) had significantly worse OS (median 9.0 vs 23.0 months vs NR; < 0.001) and PFS (median 3.4 vs 7.3 vs 25.2 months; < 0.001). The combinatorial model integrating post-CRT ctDNA with ∆bTMB had optimal predictive effects on OS (C-index = 0.723) and PFS (C-index = 0.693), outperforming individual features. In the independent validation set, we confirmed residual ctDNA predicted poorer PFS (median 50.8 vs 14.3 months; = 0.026) but identified more consolidation ICI benefit (median NR vs 8.3 months; = 0.039). The combined model exhibited a stable predictive advantage (C-index = 0.742 for PFS).

CONCLUSIONS

The multiparameter assay integrating qualitative residual ctDNA testing with quantitative ∆bTMB dynamics improves patient prognostic risk stratification and efficacy predictions, allowing for personalized consolidation therapy for LA-NSCLC.

摘要

背景

基于液体活检的生物标志物,包括循环肿瘤DNA(ctDNA)和血液肿瘤突变负荷(bTMB),尽管单一生物标志物检测的敏感性不足,但仍被认为是预后和免疫检查点抑制剂(ICI)反应的有前景的预测指标。本研究旨在确定纵向ctDNA与bTMB分析的联合应用是否能提高预后和预测效果。

方法

这项前瞻性双中心队列试验由发现和验证数据集组成,纳入了不可切除的局部晚期非小细胞肺癌(LA-NSCLC)患者,并在2018年至2022年将他们分配到放化疗(CRT)或CRT+巩固ICI队列。在治疗前、CRT后4周和疾病进展时采集血样,使用486基因下一代测序评估bTMB和ctDNA。动态∆bTMB计算为CRT后bTMB减去基线bTMB水平。进行决策曲线分析以计算一致性指数(C指数)。

结果

共纳入128例患者。在发现数据集中(n=73),接受CRT和巩固ICI治疗的患者的总生存期(OS;中位未达到[NR] vs 20.2个月;P<0.001)和无进展生存期(PFS;中位25.2 vs 11.4个月;P=0.011)显著长于未接受ICI治疗的患者。纵向分析显示,CRT后ctDNA丰度显著降低(P<0.001),但随疾病进展相对增加。CRT后可检测到的残留ctDNA与显著缩短的OS(中位18.3个月vs NR;P=0.001)和PFS(中位7.3 vs 25.2个月;P<0.001)相关。对于残留ctDNA的患者,巩固ICI带来显著更大的OS(中位NR vs 14.8个月;P=0.005)和PFS(中位13.8 vs 6.2个月;P=0.028)获益,但对于ctDNA清除的患者无显著差异。动态∆bTMB可预测预后。残留ctDNA且∆bTMB增加(∆bTMB>0)的患者的OS(中位9.0 vs 23.0个月vs NR;P<0.001)和PFS(中位3.4 vs 7.3 vs 25.2个月;P<0.001)显著更差。将CRT后ctDNA与∆bTMB整合的联合模型对OS(C指数=0.723)和PFS(C指数=0.693)具有最佳预测效果,优于个体特征。在独立验证集中,我们证实残留ctDNA预测较差的PFS(中位50.8 vs 14.3个月;P=0.026),但发现更多巩固ICI的获益(中位NR vs 8.3个月;P=0.039)。联合模型表现出稳定的预测优势(PFS的C指数=0.742)。

结论

将定性残留ctDNA检测与定量∆bTMB动态分析相结合的多参数检测可改善患者预后风险分层和疗效预测,为LA-NSCLC患者提供个性化的巩固治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/63b63435a34b/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/80f5d65d846f/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/22f26be09ddd/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/60eaa22faa80/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/2cfa22cf6fd6/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/f957110176bb/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/63b63435a34b/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/80f5d65d846f/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/22f26be09ddd/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/60eaa22faa80/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/2cfa22cf6fd6/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/f957110176bb/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/769b/11390629/63b63435a34b/gr6.jpg

相似文献

1
Dynamic bTMB combined with residual ctDNA improves survival prediction in locally advanced NSCLC patients with chemoradiotherapy and consolidation immunotherapy.动态bTMB联合残留ctDNA可改善局部晚期非小细胞肺癌患者放化疗及巩固免疫治疗后的生存预测。
J Natl Cancer Cent. 2024 Apr 10;4(2):177-187. doi: 10.1016/j.jncc.2024.01.008. eCollection 2024 Jun.
2
ctDNA-adjusted bTMB as a predictive biomarker for patients with NSCLC treated with PD-(L)1 inhibitors.ctDNA 调整后的 bTMB 作为 NSCLC 患者接受 PD-(L)1 抑制剂治疗的预测生物标志物。
BMC Med. 2022 May 5;20(1):170. doi: 10.1186/s12916-022-02360-x.
3
An exploration of LAF-bTMB as a predictor for the efficacy of immunotherapy combined with chemotherapy in non-small cell lung cancer.探讨 LAF-bTMB 作为预测免疫联合化疗治疗非小细胞肺癌疗效的标志物。
Thorac Cancer. 2022 Dec;13(23):3374-3383. doi: 10.1111/1759-7714.14696. Epub 2022 Oct 23.
4
The Prognostic Value of ctDNA and bTMB on Immune Checkpoint Inhibitors in Human Cancer.循环肿瘤DNA(ctDNA)和肿瘤突变负荷(bTMB)对人类癌症中免疫检查点抑制剂的预后价值
Front Oncol. 2021 Oct 1;11:706910. doi: 10.3389/fonc.2021.706910. eCollection 2021.
5
Predictive role of ctDNA in esophageal squamous cell carcinoma receiving definitive chemoradiotherapy combined with toripalimab.ctDNA 在接受根治性放化疗联合特瑞普利单抗治疗的食管鳞癌中的预测作用。
Nat Commun. 2024 Mar 1;15(1):1919. doi: 10.1038/s41467-024-46307-7.
6
Differential role of residual metabolic tumor volume in inoperable stage III NSCLC after chemoradiotherapy ± immune checkpoint inhibition.不可切除的 III 期 NSCLC 患者放化疗联合免疫检查点抑制后残余代谢肿瘤体积的差异作用。
Eur J Nucl Med Mol Imaging. 2022 Mar;49(4):1407-1416. doi: 10.1007/s00259-021-05584-w. Epub 2021 Oct 19.
7
Plunging Into the PACIFIC: Outcomes of Patients With Unresectable KRAS-Mutated Non-Small Cell Lung Cancer Following Definitive Chemoradiation and Durvalumab Consolidation.纵身跃入太平洋:接受根治性放化疗和度伐利尤单抗巩固治疗后不可切除的 KRAS 突变型非小细胞肺癌患者的结局。
Clin Lung Cancer. 2024 May;25(3):e161-e171. doi: 10.1016/j.cllc.2023.12.009. Epub 2023 Dec 22.
8
Blood tumor mutational burden and dynamic changes in circulating tumor DNA predict response to pembrolizumab treatment in advanced non-small cell lung cancer.血液肿瘤突变负荷和循环肿瘤DNA的动态变化可预测晚期非小细胞肺癌患者对帕博利珠单抗治疗的反应。
Transl Lung Cancer Res. 2023 May 31;12(5):971-984. doi: 10.21037/tlcr-22-818. Epub 2023 May 9.
9
Identification and validation of tissue or ctDNA PTPRD phosphatase domain deleterious mutations as prognostic and predictive biomarkers for immune checkpoint inhibitors in non-squamous NSCLC.鉴定和验证组织或 ctDNA PTPRD 磷酸酶结构域的有害突变作为非鳞状 NSCLC 免疫检查点抑制剂的预后和预测生物标志物。
BMC Med. 2021 Oct 7;19(1):239. doi: 10.1186/s12916-021-02075-5.
10
Predictive Efficacy of Blood-Based Tumor Mutation Burden Assay for Immune Checkpoint Inhibitors Therapy in Non-Small Cell Lung Cancer: A Systematic Review and Meta-Analysis.基于血液的肿瘤突变负荷检测对非小细胞肺癌免疫检查点抑制剂治疗的预测疗效:一项系统评价和荟萃分析
Front Oncol. 2022 Feb 9;12:795933. doi: 10.3389/fonc.2022.795933. eCollection 2022.

引用本文的文献

1
Decoding the tumor microenvironment: insights into immunotherapy and beyond.解码肿瘤微环境:对免疫治疗及其他方面的见解。
J Natl Cancer Cent. 2025 Apr 28;5(4):426-428. doi: 10.1016/j.jncc.2025.04.003. eCollection 2025 Aug.
2
Integration of Circulating Tumor DNA and Metabolic Parameters on F-Fludeoxyglucose Positron Emission Tomography for Outcome Prediction in Unresectable Locally Advanced Non-Small Cell Lung Cancer.循环肿瘤DNA与¹⁸F-氟脱氧葡萄糖正电子发射断层扫描代谢参数整合用于不可切除局部晚期非小细胞肺癌预后预测
Adv Sci (Weinh). 2025 Apr;12(13):e2413125. doi: 10.1002/advs.202413125. Epub 2025 Mar 16.

本文引用的文献

1
Lung cancer incidence and mortality in China: Updated statistics and an overview of temporal trends from 2000 to 2016.中国肺癌的发病率和死亡率:2000年至2016年的最新统计数据及时间趋势概述
J Natl Cancer Cent. 2022 Jul 30;2(3):139-147. doi: 10.1016/j.jncc.2022.07.004. eCollection 2022 Sep.
2
Therapeutic guidance of tumor mutation burden on immune checkpoint inhibitors in advanced non-small cell lung cancer: a systematic review and comprehensive meta-analysis.晚期非小细胞肺癌中肿瘤突变负荷对免疫检查点抑制剂的治疗指导:一项系统评价和综合荟萃分析
J Natl Cancer Cent. 2021 Dec 1;2(1):41-49. doi: 10.1016/j.jncc.2021.11.006. eCollection 2022 Mar.
3
A longitudinal circulating tumor DNA-based model associated with survival in metastatic non-small-cell lung cancer.
基于循环肿瘤 DNA 的纵向模型与转移性非小细胞肺癌的生存相关。
Nat Med. 2023 Apr;29(4):859-868. doi: 10.1038/s41591-023-02226-6. Epub 2023 Mar 16.
4
Persistent mutation burden drives sustained anti-tumor immune responses.持续的突变负担可驱动持续的抗肿瘤免疫反应。
Nat Med. 2023 Feb;29(2):440-449. doi: 10.1038/s41591-022-02163-w. Epub 2023 Jan 26.
5
Induction Immune Checkpoint Inhibitors and Chemotherapy Before Definitive Chemoradiation Therapy for Patients With Bulky Unresectable Stage III Non-Small Cell Lung Cancer.诱导免疫检查点抑制剂和化疗在根治性放化疗前治疗局部晚期不可切除 III 期非小细胞肺癌患者。
Int J Radiat Oncol Biol Phys. 2023 Jul 1;116(3):590-600. doi: 10.1016/j.ijrobp.2022.12.042. Epub 2023 Jan 7.
6
Analysis of Tumor Mutational Burden, Progression-Free Survival, and Local-Regional Control in Patents with Locally Advanced Non-Small Cell Lung Cancer Treated With Chemoradiation and Durvalumab.分析局部晚期非小细胞肺癌患者接受放化疗和度伐利尤单抗治疗后的肿瘤突变负担、无进展生存期和局部区域控制情况。
JAMA Netw Open. 2023 Jan 3;6(1):e2249591. doi: 10.1001/jamanetworkopen.2022.49591.
7
Atezolizumab versus chemotherapy in advanced or metastatic NSCLC with high blood-based tumor mutational burden: primary analysis of BFAST cohort C randomized phase 3 trial.阿替利珠单抗对比化疗治疗高血液肿瘤突变负荷的晚期或转移性 NSCLC:BFAST 队列 C 随机 3 期试验的主要分析。
Nat Med. 2022 Sep;28(9):1831-1839. doi: 10.1038/s41591-022-01933-w. Epub 2022 Aug 22.
8
A Review of Concurrent Chemo/Radiation, Immunotherapy, Radiation Planning, and Biomarkers for Locally Advanced Non-small Cell Lung Cancer and Their Role in the Development of ECOG-ACRIN EA5181.局部晚期非小细胞肺癌的同期放化疗、免疫治疗、放疗计划和生物标志物综述及其在 ECOG-ACRIN EA5181 研究中的作用
Clin Lung Cancer. 2022 Nov;23(7):547-560. doi: 10.1016/j.cllc.2022.06.005. Epub 2022 Jun 30.
9
Cancer treatment and survivorship statistics, 2022.2022 年癌症治疗和生存统计。
CA Cancer J Clin. 2022 Sep;72(5):409-436. doi: 10.3322/caac.21731. Epub 2022 Jun 23.
10
The clinical utility of dynamic ctDNA monitoring in inoperable localized NSCLC patients.动态循环肿瘤DNA监测在不可切除的局限性非小细胞肺癌患者中的临床应用价值
Mol Cancer. 2022 May 19;21(1):117. doi: 10.1186/s12943-022-01590-0.